IndividualProject

library(tm)

## Warning: package 'tm' was built under R version 4.2.2

## Loading required package: NLP

library(tidytext)

## Warning: package 'tidytext' was built under R version 4.2.2

library(plotly)

## Warning: package 'plotly' was built under R version 4.2.2

## Loading required package: ggplot2

## Warning: package 'ggplot2' was built under R version 4.2.2

## 
## Attaching package: 'ggplot2'

## The following object is masked from 'package:NLP':
## 
##     annotate

## 
## Attaching package: 'plotly'

## The following object is masked from 'package:ggplot2':
## 
##     last_plot

## The following object is masked from 'package:stats':
## 
##     filter

## The following object is masked from 'package:graphics':
## 
##     layout

library(wordcloud)

## Warning: package 'wordcloud' was built under R version 4.2.2

## Loading required package: RColorBrewer

library(RColorBrewer)
library(dplyr)

## 
## Attaching package: 'dplyr'

## The following objects are masked from 'package:stats':
## 
##     filter, lag

## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union

library(wordcloud2)

## Warning: package 'wordcloud2' was built under R version 4.2.2

library(syuzhet)

## Warning: package 'syuzhet' was built under R version 4.2.2

library(magrittr)
library(stringr)

## Warning: package 'stringr' was built under R version 4.2.2

library(twitteR)

## Warning: package 'twitteR' was built under R version 4.2.2

## 
## Attaching package: 'twitteR'

## The following objects are masked from 'package:dplyr':
## 
##     id, location

#credentials

CONSUMER_SECRET <- "EmH5TYf5X0vYCiKwxb8GaCCwZ2DR7094qMA9hb4tXjdoE4W27A"
CONSUMER_KEY <- "Az08rualcz9xPB2uAA3bDRftn"
ACCESS_SECRET <- "gYDcMWu6JQLMR7wT3osJq6itQD9YXHek9r44wp8tOo0pT"
ACCESS_TOKEN <- "1595060341146234880-s3E81fGpab6vA3xWJIPhpVAu7DTP8h"

setup_twitter_oauth(consumer_key = CONSUMER_KEY,
                    consumer_secret = CONSUMER_SECRET,
                    access_token = ACCESS_TOKEN,
                    access_secret = ACCESS_SECRET)

## [1] "Using direct authentication"

#extract

Enhypentwts <- searchTwitter("Enhypen -filter:retweets",
                             n= 10000,
                             since= "2022-11-28",
                             until= "2022-12-5",
                             lang= "en",
                             retryOnRateLimit = 120)

## Warning in doRppAPICall("search/tweets", n, params = params, retryOnRateLimit =
## retryOnRateLimit, : 10000 tweets were requested but the API can only return 6525

#converting list data-data frame
trendtwts <- twListToDF(Enhypentwts)
class(trendtwts)

## [1] "data.frame"

names(trendtwts)

##  [1] "text"          "favorited"     "favoriteCount" "replyToSN"    
##  [5] "created"       "truncated"     "replyToSID"    "id"           
##  [9] "replyToUID"    "statusSource"  "screenName"    "retweetCount" 
## [13] "isRetweet"     "retweeted"     "longitude"     "latitude"

View(trendtwts)
head(trendtwts)[1:5]

head(trendtwts$text)[1:5]

## [1] "they way i screamed when enhypen appeared,,,,, it all makes sense,,, vampires and werewolves aaaaaaaaahhhhhh https://t.co/BtPza4LA5Z"            
## [2] "-rl | Good morning? I'm not sure if it's too early.. but since I just opened a new a/cc, I am looking for new frien… https://t.co/opGIXkuQ2C"    
## [3] "wtb lfs ph\n\nLF kahati enhypen engene membership code\n— aiming for royalty a/b day 2!\n— will pay 50% of the membersh… https://t.co/qjLo9moBnm"
## [4] "@TVWatchtower @ENHYPEN_members Strange.  Missed this one."                                                                                       
## [5] "@thvmki txt,enhypen y algunas de the weeknd"

#save data frame file

save(trendtwts,file = "TrendTweetsD.Rdata")

#load data

load(file = "TrendTweetsD.Rdata")

#save file as rdata

save(trendtwts, file = "trenddata2.Rdata")

#check missing values

missin <- sapply(trendtwts,function(x) sum(is.na(x)))
missin

##          text     favorited favoriteCount     replyToSN       created 
##             0             0             0          2393             0 
##     truncated    replyToSID            id    replyToUID  statusSource 
##             0          2416             0          2393             0 
##    screenName  retweetCount     isRetweet     retweeted     longitude 
##             0             0             0             0          6525 
##      latitude 
##          6525

#subsetting

datatrend <- trendtwts %>%
  select(screenName,text,created,statusSource)
datatrend

#grouping

datatrend %>% 
  group_by(1) %>%
  summarise(max = max(created), min = min(created))

newg <- datatrend %>%  mutate(Created_At_Round = created %>% round(units = 'hours') %>% as.POSIXct())
newg

datatrend %>% pull(created) %>% min()

## [1] "2022-12-04 10:24:38 UTC"

datatrend %>% pull(created) %>% max()

## [1] "2022-12-04 23:59:28 UTC"

#plotting

ggplot(data = datatrend, aes(x = created)) + geom_histogram(aes(fill = ..count..)) +
  theme(legend.position = "right") + xlab("Time") + ylab("Number of Tweets") + 
  scale_fill_gradient(low = "green", high = "pink")

## Warning: The dot-dot notation (`..count..`) was deprecated in ggplot2 3.4.0.
## ℹ Please use `after_stat(count)` instead.

## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

#plotly

gpltly <- newg %>% 
  dplyr::count(Created_At_Round) %>% 
  ggplot(mapping = aes(x = Created_At_Round, y = n)) +
  theme_light() + geom_line() + xlab(label = 'Date') + ylab(label = NULL) +
  ggtitle(label = 'Number of Tweets per Hour')

gpltly %>% ggplotly()

#status source

encodeSource <- function(x) {
  if(grepl(">Twitter for iPhone</a>", x)){
    "iphone"
  }else if(grepl(">Twitter for iPad</a>", x)){
    "ipad"
  }else if(grepl(">Twitter for Android</a>", x)){
    "android"
  } else if(grepl(">Twitter Web Client</a>", x)){
    "Web"
  } else if(grepl(">Twitter for Windows Phone</a>", x)){
    "windows phone"
  }else if(grepl(">dlvr.it</a>", x)){
    "dlvr.it"
  }else if(grepl(">IFTTT</a>", x)){
    "ifttt"
  }else if(grepl(">Facebook</a>", x)){  
    "facebook"
  }else {
    "others"
  }
}

datatrend$tweetSource = sapply(datatrend$statusSource, 
                               encodeSource)

appsource_twts <- datatrend %>% 
  select(tweetSource) %>%
  group_by(tweetSource) %>%
  summarize(count=n()) %>%
  arrange(desc(count))

ggplot(datatrend[datatrend$tweetSource != 'others',], aes(tweetSource, fill = tweetSource)) +
  geom_bar() + theme(legend.position="none", axis.title.x = element_blank(),
      axis.text.x = element_text(angle = 45, hjust = 1)) +
  ylab("Number of tweets") + ggtitle("Tweets by Source")

#acc that tweets about enhypen

screenname_twt <- datatrend %>%
  select(screenName) %>%
  group_by(screenName) %>%
  summarize(count=n()) %>%
  arrange(desc(count))

#corpus

screenCrps <- Corpus(VectorSource(datatrend$screenName))
class(datatrend$screenName)

## [1] "character"

enhadata <- class(VectorSource(datatrend$screenName))
enhadata

## [1] "VectorSource" "SimpleSource" "Source"

str(screenCrps)

## Classes 'SimpleCorpus', 'Corpus'  hidden list of 3
##  $ content: chr [1:6525] "jimisyub" "ssefnum" "raxeiiira" "BaronDestructo" ...
##  $ meta   :List of 1
##   ..$ language: chr "en"
##   ..- attr(*, "class")= chr "CorpusMeta"
##  $ dmeta  :'data.frame': 6525 obs. of  0 variables

class(screenCrps)

## [1] "SimpleCorpus" "Corpus"

endata <- screenCrps
endata

## <<SimpleCorpus>>
## Metadata:  corpus specific: 1, document level (indexed): 0
## Content:  documents: 6525

#wordcloud

pal11 <- brewer.pal(8, "Dark2")
pal21 <- pal11[-(1:4)]
set.seed(123)

par(mar = c(0,0,0,0), mfrow = c(1,1))

wordcloud(words = screenCrps, scale=c(3,0.5),
          max.words=10000,
          random.order=FALSE,
          rot.per=0.5,
          use.r.layout=TRUE,
          colors=pal11)

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IndividualProject_Aguas#1

Diana Marie Aguas

2022-12-13